{"id":"https://openalex.org/W1922404199","doi":"https://doi.org/10.1109/tkde.2015.2455509","title":"Unsupervised Feature Selection with Controlled Redundancy (UFeSCoR)","display_name":"Unsupervised Feature Selection with Controlled Redundancy (UFeSCoR)","publication_year":2015,"publication_date":"2015-07-13","ids":{"openalex":"https://openalex.org/W1922404199","doi":"https://doi.org/10.1109/tkde.2015.2455509","mag":"1922404199"},"language":"en","primary_location":{"id":"doi:10.1109/tkde.2015.2455509","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tkde.2015.2455509","pdf_url":null,"source":{"id":"https://openalex.org/S30698027","display_name":"IEEE Transactions on Knowledge and Data Engineering","issn_l":"1041-4347","issn":["1041-4347","1558-2191","2326-3865"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320439","host_organization_name":"IEEE Computer Society","host_organization_lineage":["https://openalex.org/P4310320439","https://openalex.org/P4310319808"],"host_organization_lineage_names":["IEEE Computer Society","Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Knowledge and Data Engineering","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5101120703","display_name":"Monami Banerjee","orcid":null},"institutions":[{"id":"https://openalex.org/I6498739","display_name":"Indian Statistical Institute","ror":"https://ror.org/00q2w1j53","country_code":"IN","type":"education","lineage":["https://openalex.org/I6498739"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Monami Banerjee","raw_affiliation_strings":["Electronics and Communication Sciences Unit Indian Statistical Institute, Calcutta, India","Electronics and Communication Sciences Unit, Indian Statistical Institute, Calcutta, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Electronics and Communication Sciences Unit Indian Statistical Institute, Calcutta, India","institution_ids":["https://openalex.org/I6498739"]},{"raw_affiliation_string":"Electronics and Communication Sciences Unit, Indian Statistical Institute, Calcutta, India","institution_ids":["https://openalex.org/I6498739"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5103224090","display_name":"Nikhil R. Pal","orcid":"https://orcid.org/0000-0001-6935-901X"},"institutions":[{"id":"https://openalex.org/I6498739","display_name":"Indian Statistical Institute","ror":"https://ror.org/00q2w1j53","country_code":"IN","type":"education","lineage":["https://openalex.org/I6498739"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Nikhil R. Pal","raw_affiliation_strings":["Electronics and Communication Sciences Unit Indian Statistical Institute, Calcutta, India","Electronics and Communication Sciences Unit, Indian Statistical Institute, Calcutta, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Electronics and Communication Sciences Unit Indian Statistical Institute, Calcutta, India","institution_ids":["https://openalex.org/I6498739"]},{"raw_affiliation_string":"Electronics and Communication Sciences Unit, Indian Statistical Institute, Calcutta, India","institution_ids":["https://openalex.org/I6498739"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I6498739"],"apc_list":{"value":2645,"currency":"USD","value_usd":2645},"apc_paid":null,"fwci":1.1008,"has_fulltext":false,"cited_by_count":38,"citation_normalized_percentile":{"value":0.76250881,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":99},"biblio":{"volume":"27","issue":"12","first_page":"3390","last_page":"3403"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12254","display_name":"Machine Learning in Bioinformatics","score":0.9855999946594238,"subfield":{"id":"https://openalex.org/subfields/1312","display_name":"Molecular Biology"},"field":{"id":"https://openalex.org/fields/13","display_name":"Biochemistry, Genetics and Molecular Biology"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},"topics":[{"id":"https://openalex.org/T12254","display_name":"Machine Learning in Bioinformatics","score":0.9855999946594238,"subfield":{"id":"https://openalex.org/subfields/1312","display_name":"Molecular Biology"},"field":{"id":"https://openalex.org/fields/13","display_name":"Biochemistry, Genetics and Molecular Biology"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T10885","display_name":"Gene expression and cancer classification","score":0.9812999963760376,"subfield":{"id":"https://openalex.org/subfields/1312","display_name":"Molecular Biology"},"field":{"id":"https://openalex.org/fields/13","display_name":"Biochemistry, Genetics and Molecular Biology"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T13114","display_name":"Image Processing Techniques and Applications","score":0.9642000198364258,"subfield":{"id":"https://openalex.org/subfields/2214","display_name":"Media Technology"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/redundancy","display_name":"Redundancy (engineering)","score":0.916217565536499},{"id":"https://openalex.org/keywords/minimum-redundancy-feature-selection","display_name":"Minimum redundancy feature selection","score":0.7768247127532959},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7577614784240723},{"id":"https://openalex.org/keywords/feature-selection","display_name":"Feature selection","score":0.6280046701431274},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5375162959098816},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.5101993083953857},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.4811350405216217},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3682748079299927}],"concepts":[{"id":"https://openalex.org/C152124472","wikidata":"https://www.wikidata.org/wiki/Q1204361","display_name":"Redundancy (engineering)","level":2,"score":0.916217565536499},{"id":"https://openalex.org/C16811321","wikidata":"https://www.wikidata.org/wiki/Q17138905","display_name":"Minimum redundancy feature selection","level":3,"score":0.7768247127532959},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7577614784240723},{"id":"https://openalex.org/C148483581","wikidata":"https://www.wikidata.org/wiki/Q446488","display_name":"Feature selection","level":2,"score":0.6280046701431274},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5375162959098816},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.5101993083953857},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.4811350405216217},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3682748079299927},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tkde.2015.2455509","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tkde.2015.2455509","pdf_url":null,"source":{"id":"https://openalex.org/S30698027","display_name":"IEEE Transactions on Knowledge and Data Engineering","issn_l":"1041-4347","issn":["1041-4347","1558-2191","2326-3865"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320439","host_organization_name":"IEEE Computer Society","host_organization_lineage":["https://openalex.org/P4310320439","https://openalex.org/P4310319808"],"host_organization_lineage_names":["IEEE Computer Society","Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Knowledge and Data Engineering","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.5699999928474426,"display_name":"Peace, Justice and strong institutions","id":"https://metadata.un.org/sdg/16"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":63,"referenced_works":["https://openalex.org/W12820539","https://openalex.org/W141062567","https://openalex.org/W1480911578","https://openalex.org/W1520996902","https://openalex.org/W1587266360","https://openalex.org/W1796633645","https://openalex.org/W1849729440","https://openalex.org/W1988068519","https://openalex.org/W2005126631","https://openalex.org/W2009501510","https://openalex.org/W2017337590","https://openalex.org/W2020652789","https://openalex.org/W2027902860","https://openalex.org/W2043420811","https://openalex.org/W2059216481","https://openalex.org/W2060542593","https://openalex.org/W2071140272","https://openalex.org/W2079709766","https://openalex.org/W2080420136","https://openalex.org/W2084028080","https://openalex.org/W2101267652","https://openalex.org/W2101820646","https://openalex.org/W2103105037","https://openalex.org/W2105456967","https://openalex.org/W2109248887","https://openalex.org/W2109363337","https://openalex.org/W2113014179","https://openalex.org/W2116237179","https://openalex.org/W2118064259","https://openalex.org/W2121947440","https://openalex.org/W2125056473","https://openalex.org/W2126185804","https://openalex.org/W2128507168","https://openalex.org/W2128873747","https://openalex.org/W2129629259","https://openalex.org/W2131987814","https://openalex.org/W2134312057","https://openalex.org/W2135046866","https://openalex.org/W2135940344","https://openalex.org/W2140703956","https://openalex.org/W2142835304","https://openalex.org/W2143426320","https://openalex.org/W2146459408","https://openalex.org/W2148541040","https://openalex.org/W2149620660","https://openalex.org/W2151660600","https://openalex.org/W2153377299","https://openalex.org/W2153678774","https://openalex.org/W2160430743","https://openalex.org/W2171759474","https://openalex.org/W2885041036","https://openalex.org/W2998216295","https://openalex.org/W4235169531","https://openalex.org/W4242292731","https://openalex.org/W4285719527","https://openalex.org/W6605792473","https://openalex.org/W6638875480","https://openalex.org/W6671914738","https://openalex.org/W6676212491","https://openalex.org/W6677504887","https://openalex.org/W6679921305","https://openalex.org/W6681822384","https://openalex.org/W7066667914"],"related_works":["https://openalex.org/W3120617324","https://openalex.org/W2156571267","https://openalex.org/W2998727463","https://openalex.org/W1838735596","https://openalex.org/W2350815964","https://openalex.org/W2805829984","https://openalex.org/W4388573469","https://openalex.org/W3036204000","https://openalex.org/W3135058836","https://openalex.org/W4249305026"],"abstract_inverted_index":{"Features":[0],"selected":[1,88],"by":[2],"a":[3,53,64,104,110,138,161,172],"supervised/":[4],"unsupervised":[5,66,177],"technique":[6],"often":[7],"include":[8],"redundant":[9],"or":[10],"correlated":[11,16,60],"features.":[12,61],"While":[13],"use":[14],"of":[15,87,107,113,119,140,142,148,153,164],"features":[17,80,89,165,191],"may":[18],"result":[19],"in":[20,23,127,151],"an":[21,97],"increase":[22],"the":[24,35,85,117,120,128,146,149,185],"design":[25],"and":[26,159],"decision":[27],"making":[28],"cost,":[29],"removing":[30],"redundancy":[31,49],"completely":[32],"can":[33,90,124,188],"make":[34,171],"system":[36],"vulnerable":[37],"to":[38,58,102],"measurement":[39],"errors.":[40],"Most":[41],"feature":[42,67,178],"selection":[43,68,179],"schemes":[44],"do":[45],"not":[46,72],"account":[47],"for":[48],"at":[50],"all,":[51],"while":[52],"few":[54],"supervised":[55],"methods":[56],"try":[57],"discard":[59],"We":[62,144,170],"propose":[63],"novel":[65],"scheme":[69],"(UFeSCoR),":[70],"which":[71,100],"only":[73],"discards":[74],"irrelevant":[75],"features,":[76,108,156],"but":[77],"also":[78,91],"selects":[79],"with":[81,109,175,192],"controlled":[82,111,193],"redundancy.":[83,194],"Here,":[84,131],"number":[86,106,163],"be":[92,125],"directed.":[93],"Our":[94,181],"algorithm":[95,150],"optimizes":[96],"objective":[98],"function,":[99],"tries":[101],"select":[103,189],"specified":[105],"level":[112],"redundancy,":[114,158],"such":[115],"that":[116,184],"topology":[118],"original":[121],"data":[122,168],"set":[123],"maintained":[126],"reduced":[129],"dimension.":[130],"we":[132],"have":[133],"used":[134],"Sammon's":[135],"error":[136],"as":[137],"measure":[139],"preservation":[141],"topology.":[143],"demonstrate":[145],"effectiveness":[147],"terms":[152],"choosing":[154],"relevant":[155],"controlling":[157],"selecting":[160],"given":[162],"using":[166],"several":[167],"sets.":[169],"comparative":[173],"study":[174],"five":[176],"methods.":[180],"results":[182],"reveal":[183],"proposed":[186],"method":[187],"useful":[190]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":3},{"year":2024,"cited_by_count":6},{"year":2023,"cited_by_count":3},{"year":2022,"cited_by_count":1},{"year":2021,"cited_by_count":6},{"year":2020,"cited_by_count":5},{"year":2019,"cited_by_count":4},{"year":2018,"cited_by_count":6},{"year":2017,"cited_by_count":1},{"year":2016,"cited_by_count":1}],"updated_date":"2026-08-21T09:56:20.448147","created_date":"2025-10-10T00:00:00"}
